Hydrological Impacts of Urbanization of Two Catchments in Harare, Zimbabwe

By increased rural-urban migration in many African countries, the assessment of changes in catchment hydrologic responses due to urbanization is critical for water resource planning and management. This paper assesses hydrological impacts of urbanization on two medium-sized Zimbabwean catchments (Mukuvisi and Marimba) for which changes in land cover by urbanization were determined through Landsat Thematic Mapper (TM) images for the years 1986, 1994 and 2008. Impact assessments were done through hydrological modeling by a topographically driven rainfall-runoff model (TOPMODEL). A satellite remote sensing based ASTER 30 metre Digital Elevation Model (DEM) was used to compute the Topographic Index distribution, which is a key input to the model. Results of land cover classification indicated that urban areas increased by more than 600 % in the Mukuvisi catchment and by more than 200 % in the Marimba catchment between 1986 and 2008. Woodlands decreased by more than 40% with a greater decrease in Marimba than Mukuvisi catchment. Simulations using TOPMODEL in Marimba and Mukuvisi catchments indicated streamflow increases of 84.8 % and 73.6 %, respectively, from 1980 to 2010. These increases coincided with decreases in woodlands and increases in urban areas for the same period. The use of satellite remote sensing data to observe urbanization trends in semi-arid catchments and to represent catchment land surface characteristics proved to be effective for rainfall-runoff modeling. Findings of this study are of relevance for many African cities, which are experiencing rapid urbanization but often lack planning and design.

[1]  Keith Beven,et al.  TOPMODEL : a critique. , 1997 .

[2]  N. J. de Vos,et al.  Multiobjective training of artificial neural networks for rainfall‐runoff modeling , 2008 .

[3]  Chong-Yu Xu,et al.  Assessing the effects of urbanization on annual runoff and flood events using an integrated hydrological modeling system for Qinhuai River basin, China , 2012 .

[4]  W. Gumindoga,et al.  Detection of land cover changes around Lake Mutirikwi, Zimbabwe, based on traditional remote sensing image classification techniques , 2014 .

[5]  李幼升,et al.  Ph , 1989 .

[6]  Keith Beven,et al.  Spatial and temporal predictions of soil moisture dynamics, runoff, variable source areas and evapotranspiration for plynlimon, mid-wales. , 1993 .

[7]  E. Kahya,et al.  Trend analysis of streamflow in Turkey , 2004 .

[8]  Amon Murwira,et al.  Simulation of streamflow using topmodel in the upper save river catchment of zimbabwe , 2011 .

[9]  K. Beven,et al.  Modelling of streamflow at Slapton Wood using TOPMODEL within an uncertainty estimation framework. , 1996 .

[10]  Keith Beven,et al.  Modelling hydrologic responses in a small forested catchment (Panola Mountain, Georgia, USA): a comparison of the original and a new dynamic TOPMODEL , 2003 .

[11]  Katia Chancibault,et al.  Adapting the coupled hydrological model ISBA-TOPMODEL to the long-term hydrological cycles of suburban rivers: Evaluation and sensitivity analysis , 2013 .

[12]  K. Beven Infiltration into a class of vertically non-uniform soils , 1984 .

[13]  Budhendra L. Bhaduri,et al.  Long-Term Hydrologic Impact of Urbanization: A Tale of Two Models , 2001 .

[14]  K. Beven,et al.  A physically based, variable contributing area model of basin hydrology , 1979 .

[15]  I. Nhapi,et al.  Assessment of the major water and nutrient flows in the Chivero catchment area, Zimbabwe , 2002 .

[16]  Jianhua Gong,et al.  Spatio-temporal pattern analysis of land use/cover change trajectories in Xihe watershed , 2012, Int. J. Appl. Earth Obs. Geoinformation.

[17]  D. Swartzendruber Derivation of a two-term infiltration equation from the Green-Ampt model. , 2000 .

[18]  R. Ibbitt,et al.  Re-scaling the topographic index to improve the representation of physical processes in catchment models , 2004 .

[19]  Michel Grimaldi,et al.  Using TOPMODEL towards identifying and modelling the hydrological patterns within a headwater, humid, tropical catchment , 1997 .

[20]  Keith Beven,et al.  Catchment geomorphology and the dynamics of runoff contributing areas , 1983 .

[21]  Frank Canters,et al.  Assessing urbanisation effects on rainfall-runoff using a remote sensing supported modelling strategy , 2013, Int. J. Appl. Earth Obs. Geoinformation.

[22]  R. Fedak Effect of Spatial Scale on Hydrologic Modeling in a Headwater Catchment , 1999 .

[23]  G. N. Wijesekara,et al.  Assessing the impact of future land-use changes on hydrological processes in the Elbow River watershed in southern Alberta, Canada , 2012 .

[24]  Tom Rientjes,et al.  Flux parameterization in the representative elementary watershed approach: Application to a natural basin , 2005 .

[25]  Martijn J. Booij,et al.  Catchment Variability and Parameter Estimation in Multi-Objective Regionalisation of a Rainfall–Runoff Model , 2010 .

[26]  W. Green,et al.  Studies on Soil Phyics. , 1911, The Journal of Agricultural Science.

[27]  J. Hassett,et al.  Power function decay of hydraulic conductivity for a TOPMODEL-based infiltration routine , 2006 .

[28]  Isabelle Braud,et al.  Evidence of the impact of urbanization on the hydrological regime of a medium-sized periurban catchment in France , 2013 .

[29]  C. Mundia,et al.  Analysis of land use/cover changes and urban expansion of Nairobi city using remote sensing and GIS , 2005 .

[30]  P. P. Mujumdar,et al.  Assessment of hydrologic impacts of climate change in Tunga–Bhadra river basin, India with HEC‐HMS and SDSM , 2013 .

[31]  Tomas Vitvar,et al.  Effects of suburban development on runoff generation in the Croton River basin, New York, USA , 2005 .

[32]  Frank Canters,et al.  Mapping impervious surface change from remote sensing for hydrological modeling , 2013 .

[33]  Isabelle Braud,et al.  Hydrology of peri-urban catchments: processes and modelling , 2013 .

[34]  K. Beven,et al.  The in(a/tan/β) index:how to calculate it and how to use it within the topmodel framework , 1995 .

[35]  K. Eckhardt,et al.  Hydrologic Response to land use changes on the catchment scale , 2001 .

[36]  D. Wolock,et al.  Effects of digital elevation model map scale and data resolution on a topography‐based watershed model , 1994 .

[37]  Keith Beven,et al.  Including spatially variable effective soil depths in TOPMODEL , 1997 .

[38]  Eric D. Stein,et al.  Estimating the Variability and Confidence of Land Use and Imperviousness Relationships at a Regional Scale 1 , 2008 .

[39]  Jacques W. Delleur,et al.  Sensitivity analysis of extended TOPMODEL for agricultural watersheds equipped with tile drains , 1997 .

[40]  J. C. van Dam,et al.  Field-scale water flow and solute transport: SWAP model concepts, parameter estimation and case studies. , 2000 .

[41]  A. Huete,et al.  Deconvolution of remotely sensed spectral mixtures for retrieval of LAI, fAPAR and soil brightness , 1997 .

[42]  A. Ghulam,et al.  Impacts of urbanization on river flow frequency: A controlled experimental modeling-based evaluation approach , 2013 .

[43]  K. Beven,et al.  Toward a generalization of the TOPMODEL concepts:Topographic indices of hydrological similarity , 1996 .

[44]  J. Odindi,et al.  Remote sensing land-cover change in Port Elizabeth during South Africa's democratic transition , 2012 .

[45]  K. Beven Rainfall-Runoff Modelling: The Primer , 2012 .

[46]  David M. Harper,et al.  Remote sensing of chlorophyll-a as a measure of cyanobacterial biomass in Lake Bogoria, a hypertrophic, saline―alkaline, flamingo lake, using Landsat ETM + , 2013 .

[47]  L. S. Pereira,et al.  Crop evapotranspiration : guidelines for computing crop water requirements , 1998 .

[48]  N. J. DE VOS,et al.  Multi-objective performance comparison of an artificial neural network and a conceptual rainfall—runoff model , 2007 .

[49]  C. Doswell,et al.  On Summary Measures of Skill in Rare Event Forecasting Based on Contingency Tables , 1990 .

[50]  A. Brown Predicting the effect of forest cover changes on flow duration curves , 2008 .

[51]  W. Gumindoga,et al.  Estimation of actual evapotranspiration using the Surface Energy Balance System (SEBS) algorithm in the Upper Manyame catchment in Zimbabwe , 2011 .

[52]  P. Heuberger,et al.  Calibration of process-oriented models , 1995 .

[53]  Tom Rientjes,et al.  Regionalisation for lake level simulation – the case of Lake Tana in the Upper Blue Nile, Ethiopia , 2011 .

[54]  T. H. M. Rientjes,et al.  Closing horizontal groundwater fluxes with pipe network analysis: An application of the REW approach to an aquifer , 2010, Environ. Model. Softw..

[55]  J. Nash,et al.  River flow forecasting through conceptual models part I — A discussion of principles☆ , 1970 .

[56]  D. A. Barry,et al.  Green–Ampt approximations , 2005 .

[57]  Michael Frankfurter,et al.  Statistical Methods For Environmental Pollution Monitoring , 2016 .

[58]  Vahid Nourani,et al.  TOPMODEL CAPABILITY FOR RAINFALL-RUNOFF MODELING OF THE AMMAMEH WATERSHED AT DIFFERENT TIME SCALES USING DIFFERENT TERRAIN ALGORITHMS , 2011 .

[59]  D. Dewalle,et al.  Trends in evaporation and Bowen Ratio on urbanizing watersheds in eastern United States , 2000 .

[60]  Qihao Weng,et al.  A survey of image classification methods and techniques for improving classification performance , 2007 .

[61]  Jan Seibert,et al.  Multi‐criterial validation of TOPMODEL in a mountainous catchment , 1999 .

[62]  T. Steenhuis,et al.  Changes in land cover, rainfall and stream flow in Upper Gilgel Abbay catchment, Blue Nile basin – Ethiopia , 2011 .

[63]  J. Kashaigili,et al.  Implications of land use and land cover changes on hydrological regimes of the Malagarasi river, Tanzania , 2013 .

[64]  S. Moin,et al.  Variable source area modelling in urbanizing watersheds , 2000 .

[65]  A. Huete A soil-adjusted vegetation index (SAVI) , 1988 .

[66]  M. Sivapalan,et al.  Assessing the impact of climate and land use changes on extreme floods in a large tropical catchment , 2013 .

[67]  S. Yue,et al.  Power of the Mann–Kendall and Spearman's rho tests for detecting monotonic trends in hydrological series , 2002 .

[68]  M. Bach,et al.  Analysis of intensively used catchments based on integrated modelling , 2013 .

[69]  Gregory J. McCabe,et al.  Comparison of Single and Multiple Flow Direction Algorithms for Computing Topographic Parameters in TOPMODEL , 1995 .

[70]  Joop G Kroes,et al.  Reference Manual SWAP; version 3.0.3 , 2003 .

[71]  Seth Rose,et al.  Effects of urbanization on streamflow in the Atlanta area (Georgia, USA): a comparative hydrological approach , 2001 .

[72]  Gerard Govers,et al.  Estimating the parameters of the Green–Ampt infiltration equation from rainfall simulation data: Why simpler is better , 2013 .

[73]  Keith Beven,et al.  A dynamic TOPMODEL , 2001 .

[74]  Bruno CaprileIRST MODEL CALIBRATION , 1997 .

[75]  J. R. Landis,et al.  The measurement of observer agreement for categorical data. , 1977, Biometrics.

[76]  Q. Shao,et al.  Changes in stream flow regime in headwater catchments of the Yellow River basin since the 1950s , 2007 .

[77]  Bin Jiang,et al.  AVTOP: a full integration of TOPMODEL into GIS , 2002, Environ. Model. Softw..